{"id":"W2793364375","doi":"10.1016/j.matdes.2018.02.027","title":"Electroless nickel plating onto Plexiglas® through simple covalent grafting of vinylpyridine seed layer","year":2018,"lang":"en","type":"article","venue":"Materials & Design","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"MiQro Innovation Collaborative Centre; Polytechnique Montréal","funders":"Thai Nguyen University of Technology","keywords":"Materials science; Grafting; Layer (electronics); Electroless plating; Nickel; Plating (geology); Covalent bond; Chemical engineering; Composite material; Metallurgy; Electroplating; Organic chemistry; Polymer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005315209,0.0003247295,0.0005030928,0.00008705999,0.0001713951,0.00009448358,0.0002439232,0.0001435132,0.0002857261],"category_scores_gemma":[0.00004762484,0.0003304056,0.00006958938,0.0002473823,0.0000616742,0.0002308417,0.00004229112,0.000138743,0.000072466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000117513,"about_ca_system_score_gemma":0.00004244729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001329111,"about_ca_topic_score_gemma":0.0000367283,"domain_scores_codex":[0.9979023,0.0001403776,0.0006594029,0.0003045155,0.000276582,0.0007168141],"domain_scores_gemma":[0.9992249,0.00009883662,0.0001708627,0.0003004078,0.0001349052,0.00007009896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001199418,0.00002889028,0.0000689646,0.000107178,0.00007405759,0.000002855207,0.0005579701,0.001281998,0.9955656,0.001008456,0.000993699,0.0001903972],"study_design_scores_gemma":[0.0006205469,0.000338515,0.0002645681,0.00007836287,0.00004168878,0.00002059698,0.00004066022,0.003590496,0.9932657,0.001070667,0.0003334162,0.0003347981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865286,0.0001615964,0.1110964,0.00005338503,0.0002335967,0.0003161803,0.00001626888,0.0004767503,0.001117339],"genre_scores_gemma":[0.992092,0.00003668535,0.007036651,0.0001682593,0.0004101508,0.00005253367,0.00003516229,0.0001010928,0.00006749266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1055634,"threshold_uncertainty_score":0.9999148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259801768354172,"score_gpt":0.2434913916534203,"score_spread":0.2208933739698786,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}